book.bib

@Misc{accidentalaRt,
  title = {@accidentalaRt},
  url = {https:/twitter.com/accidentalart},
}

@Misc{park2016,
  title = {Reachable: data collection methods for sexual orientation and gender identity},
  year = {2016},
  url = {https://williamsinstitute.law.ucla.edu/wp-content/uploads/Reachable-Data-collection-methods-for-sexual-orientation-gender-identity-March-2016.pdf](https://williamsinstitute.law.ucla.edu/wp-content/uploads/Reachable-Data-collection-methods-for-sexual-orientation-gender-identity-March-2016.pdf},
}

@Book{allen2008,
  title = {Staying the course: Online education in the United States, 2008.},
  author = {I Elaine Allen and Jeff Seaman},
  year = {2008},
  publisher = {ERIC},
}

@InProceedings{baker-la-2014,
  title = {Educational data mining and learning analytics},
  author = {Ryan Baker and George Siemens},
  booktitle = {The Cambridge Handbook of the Learning Sciences},
  pages = {253-274},
  editr = {R K Sawyer},
  edition = {2},
  year = {2014},
  publisher = {Cambridge University Press},
}

@Book{bambrick2010driven,
  title = {Driven by data: A practical guide to improve instruction},
  author = {Paul Bambrick-Santoyo},
  year = {2010},
  publisher = {John Wiley \& Sons},
}

@Book{nrc2000,
  title = {How people learn},
  author = {John D Bransford and Ann L Brown and Rodney R Cocking and {others}},
  volume = {11},
  year = {2000},
  publisher = {Washington, DC: National academy press},
}

@Article{breiman2001,
  title = {Random forests},
  author = {Leo Breiman},
  journal = {Machine learning},
  volume = {45},
  number = {1},
  pages = {5--32},
  year = {2001},
  publisher = {Springer},
}

@Book{bryan2020,
  title = {Happy git with R},
  author = {Jenny Bryan},
  year = {2020},
  url = {https://happygitwithr.com/},
}

@Misc{bryan2017,
  title = {Project-oriented workflow},
  author = {Jenny Bryan},
  year = {2017},
  url = {https://www.tidyverse.org/blog/2017/12/workflow-vs-script/},
}

@Misc{bryan2019,
  title = {Reproducible Examples and the `reprex` package},
  author = {Jenny Bryan},
  year = {2019},
  url = {https://community.rstudio.com/t/video-reproducible-examples-and-the-reprex-package/14732},
}

@Book{bryk2015,
  title = {Learning to improve: How America’s schools can get better at getting better},
  author = {Anthony S Bryk and Louis M Gomez and Alicia Grunow and Paul G LeMahieu},
  year = {2015},
  publisher = {Harvard Education Press},
}

@Book{raudenbush-bryk-2002,
  title = {Hierarchical linear models: Applications and data analysis methods },
  author = {S W Raudenbush & A S Bryk},
  year = {2002},
  volume = {1},
  publisher = {Sage Publications},
}

@Misc{dataqualitycampaign2018,
  title = {Teachers see the power of data - but don't have the time to use it},
  author = {Data Quality Campaign},
  year = {2018},
  url = {https://dataqualitycampaign.org/wp-content/uploads/2018/09/DQC_DataEmpowers-Infographic.pdf},
}

@Article{conway2010data,
  title = {The data science venn diagram},
  author = {Drew Conway},
  journal = {Drew Conway},
  volume = {10},
  year = {2010},
  url = {http://drewconway.com/zia/2013/3/26/the-data-science-venn-diagram},
}

@Article{datnow2015,
  title = {Teachers' Use of Assessment Data to Inform Instruction: Lessons from the Past and Prospects for the Future.},
  author = {Amanda Datnow and Lea Hubbard},
  journal = {Teachers College Record},
  volume = {117},
  number = {4},
  pages = {n4},
  year = {2015},
  publisher = {ERIC},
}

@Book{dirksen2015,
  title = {Design for how people learn},
  author = {Julie Dirksen},
  year = {2015},
  publisher = {New Riders},
}

@Article{dweck2015,
  title = {Carol Dweck revisits the growth mindset},
  author = {Carol Dweck},
  journal = {Education Week},
  volume = {35},
  number = {5},
  pages = {20--24},
  year = {2015},
}

@Book{emdin2016,
  title = {For White folks who teach in the hood... and the rest of y'all too: Reality pedagogy and urban education},
  author = {Christopher Emdin},
  year = {2016},
  publisher = {Beacon Press},
}

@Book{emdin2016:1,
  title = {For White folks who teach in the hood... and the rest of y'all too: Reality pedagogy and urban education},
  author = {Christopher Emdin},
  year = {2016},
  publisher = {Beacon Press},
}

@Book{emdin2016:2,
  title = {For White folks who teach in the hood... and the rest of y'all too: Reality pedagogy and urban education},
  author = {Christopher Emdin},
  year = {2016},
  publisher = {Beacon Press},
}

@Book{dsieurbook,
  title = {Data Science in Education Using R},
  author = {Ryan A. Estrellado and Emily A. Bovee and Jesse Motsipak and Joshua M. Rosenberg and Isabella C. Vel{\a'a}squez},
  year = {2020},
  publisher = {Routledge},
  url = {https://datascienceineducation.com/},
}

@Misc{dsieurproposal,
  title = {Taylor and Francis Book Proposal for Data Science in Education},
  author = {Ryan A. Estrellado and Emily A. Bovee and Jesse Motsipak and Joshua M. Rosenberg and Isabella C. Vel{\a'a}squez},
  year = {2019},
  url = {https://github.com/data-edu/DSIEUR_support_files/blob/master/planning/T%26F%20Book%20Proposal%20for%20Data%20Science%20in%20Education.docx},
}

@Book{geller2019,
  title = {Education Data Done Right: Lessons from the Trenches of Applied Data Science},
  author = {Wendy Geller and Dorothyjean Cratty and Jared Knowles},
  year = {2019},
  publisher = {LeanPub},
  url = {www.eddatadoneright.com},
}

@Book{gelman2006data,
  title = {Data analysis using regression and multilevel/hierarchical models},
  author = {Andrew Gelman and Jennifer Hill},
  year = {2006},
  publisher = {Cambridge university press},
}

@Book{gelman2006data:1,
  title = {Data analysis using regression and multilevel/hierarchical models},
  author = {Andrew Gelman and Jennifer Hill},
  year = {2006},
  publisher = {Cambridge university press},
}

@Misc{greatschools2014,
  title = {Aggregate data},
  author = {{Great Schools}},
  journal = {Ed Glossary},
  url = {https://www.edglossary.org/aggregate-data/},
}

@Book{grimm2016growth,
  title = {Growth modeling: Structural equation and multilevel modeling approaches},
  author = {Kevin J Grimm and Nilam Ram and Ryne Estabrook},
  year = {2016},
  publisher = {Guilford Publications},
}

@Book{grimm2016growth:1,
  title = {Growth modeling: Structural equation and multilevel modeling approaches},
  author = {Kevin J Grimm and Nilam Ram and Ryne Estabrook},
  year = {2016},
  publisher = {Guilford Publications},
}

@Book{hastie2009,
  title = {The elements of statistical learning: data mining, inference, and prediction},
  author = {Trevor Hastie and Robert Tibshirani and Jerome Friedman},
  year = {2009},
  publisher = {Springer Science \& Business Media},
}

@Book{hattie2012visible,
  title = {Visible learning for teachers: Maximizing impact on learning},
  author = {John Hattie},
  year = {2012},
  publisher = {Routledge},
}

@Book{hattie2012visible:1,
  title = {Visible learning for teachers: Maximizing impact on learning},
  author = {John Hattie},
  year = {2012},
  publisher = {Routledge},
}

@Book{hattie2012visible:2,
  title = {Visible learning for teachers: Maximizing impact on learning},
  author = {John Hattie},
  year = {2012},
  publisher = {Routledge},
}

@Book{healy2019,
  author = {Kieran Healy},
  title = {Data visualization: A practical introduction},
  year = {2019},
  publisher = {Princeton University Press},
}

@Article{williamson2017owns:1,
  title = {The curse of knowledge},
  author = {C Heath & D Heath},
  journal = {Harvard Business Review},
  volume = {84},
  number = {12},
  pages = {20-23},
  year = {2006},
  publisher = {SAGE Publications Sage UK: London, England},
}

@Article{hbr2006,
  title = {The curse of knowledge},
  journal = {Harvard Business Review},
  url = {https://hbr.org/2006/12/the-curse-of-knowledge},
  year = {2006},
  author = {Chip Heath and Dan Heath},
}

@Misc{hill2017,
  title = {Up and running with blogdown},
  year = {2017},
  url = {https://alison.rbind.io/post/2017-06-12-up-and-running-with-blogdown/},
  author = {Alison Hill},
}

@Article{hirschberg2015,
  title = {Advances in natural language processing},
  author = {Julia Hirschberg and Christopher D Manning},
  journal = {Science},
  volume = {349},
  number = {6245},
  pages = {261--266},
  year = {2015},
  publisher = {American Association for the Advancement of Science},
}

@Book{statisticalinf,
  title = {Statistical Inference via Data Science},
  author = {Chester Ismay and Albert Y. Kim},
  year = {2019},
  publisher = {CRC Press},
}

@Book{james2013,
  title = {An introduction to statistical learning},
  author = {Gareth James and Daniela Witten and Trevor Hastie and Robert Tibshirani},
  volume = {112},
  year = {2013},
  publisher = {Springer},
}

@Book{jarvis2019,
  title = {Creating calling},
  author = {Chase Jarvis},
  year = {2019},
  publisher = {HarperCollins},
}

@Misc{urbanpov,
  title = {High-poverty schools undermine education for children of color},
  author = {Reed Jordan},
  year = {2015},
  url = {https://www.urban.org/urban-wire/high-poverty-schools-undermine-education-children-color},
}

@Book{kahneman2011,
  title = {Thinking fast and slow},
  author = {Daniel Kahneman},
  year = {2011},
}

@Article{kearney2016,
  title = {rtweet: Collecting Twitter data},
  author = {Michael W Kearney},
  journal = {Comprehensive R Archive Network. Available at: https://cran. r-project. org/package= rtweet},
  year = {2016},
}

@Book{kleon2012steal,
  title = {Steal like an artist: 10 things nobody told you about being creative},
  author = {Austin Kleon},
  year = {2012},
  publisher = {Workman Publishing},
}

@Book{kozol2012savage,
  title = {Savage inequalities: Children in America's schools},
  author = {Jonathan Kozol},
  year = {2012},
  publisher = {Broadway Books},
}

@Book{kozol2012savage:1,
  title = {Savage inequalities: Children in America's schools},
  author = {Jonathan Kozol},
  year = {2012},
  publisher = {Broadway Books},
}

@Book{kozol2012savage:2,
  title = {Savage inequalities: Children in America's schools},
  author = {Jonathan Kozol},
  year = {2012},
  publisher = {Broadway Books},
}

@Article{krist2019,
  title = {Identifying essential epistemic heuristics for guiding mechanistic reasoning in science learning},
  author = {Christina Krist and Christina V Schwarz and Brian J Reiser},
  journal = {Journal of the Learning Sciences},
  volume = {28},
  number = {2},
  pages = {160--205},
  year = {2019},
  publisher = {Taylor \& Francis},
}

@Article{krist2019:1,
  title = {Identifying essential epistemic heuristics for guiding mechanistic reasoning in science learning},
  author = {Christina Krist and Christina V Schwarz and Brian J Reiser},
  journal = {Journal of the Learning Sciences},
  volume = {28},
  number = {2},
  pages = {160--205},
  year = {2019},
  publisher = {Taylor \& Francis},
}

@Book{krumm2018learning,
  title = {Learning analytics goes to school: A collaborative approach to improving education},
  author = {Andrew Krumm and Barbara Means and Marie Bienkowski},
  year = {2018},
  publisher = {Routledge},
}

@Article{kuhn2008,
  title = {Building predictive models in R using the caret package},
  author = {Max Kuhn and {others}},
  journal = {Journal of statistical software},
  volume = {28},
  number = {5},
  pages = {1--26},
  year = {2008},
}

@Book{kurz2019,
  title = {Statistical Rethinking with brms, ggplot2, and the tidyverse},
  url = {https://bookdown.org/ajkurz/Statistical_Rethinking_recoded/},
  author = {Solomon Kurz},
  date = {2019},
}

@Book{lawson2015,
  title = {Data Science in Higher Education: A Step-by-Step Introduction to Machine Learning for Institutional Researchers},
  year = {2015},
  author = {Jesse Lawson},
  publisher = {CreateSpace},
}

@Misc{msdatause,
  title = {Data Use by Middle and Secondary Students in the Digital Age: A Status Report and
Future Prospects},
  author = {Victor R. Lee and Michelle H. Wilkerson},
  year = {2018},
  url = {https://pdfs.semanticscholar.org/811d/3e7bbbea05a8954c09823629e81819554382.pdf?_ga=2.195337642.763980897.1582512794-1526781779.1582512794},
}

@Article{lehrer2007,
  title = {Supporting the development of conceptions of statistics by engaging students in measuring and modeling variability},
  author = {Richard Lehrer and Min-joung Kim and Leona Schauble},
  journal = {International Journal of Computers for Mathematical Learning},
  volume = {12},
  number = {3},
  pages = {195--216},
  year = {2007},
  publisher = {Springer},
}

@Article{lehrer2015,
  title = {The development of scientific thinking},
  author = {Richard Lehrer and Leona Schauble},
  journal = {Handbook of child psychology and developmental science},
  pages = {1--44},
  year = {2015},
  publisher = {Wiley Online Library},
}

@Book{lemov2015teach,
  title = {Teach like a champion 2.0: 62 techniques that put students on the path to college},
  author = {Doug Lemov},
  year = {2015},
  publisher = {John Wiley \& Sons},
}

@Book{lemov2015teach:1,
  title = {Teach like a champion 2.0: 62 techniques that put students on the path to college},
  author = {Doug Lemov},
  year = {2015},
  publisher = {John Wiley \& Sons},
}

@Book{lemov2015teach:2,
  title = {Teach like a champion 2.0: 62 techniques that put students on the path to college},
  author = {Doug Lemov},
  year = {2015},
  publisher = {John Wiley \& Sons},
}

@Book{lewis2024data,
  title = {Data Management in Large-Scale Education Research},
  author = {Crystal Lewis},
  year = {2024},
  publisher = {Chapman and Hall/CRC},
}

@Article{liu2017use,
  title = {The use of data science for education: The case of social-emotional learning},
  author = {Ming-Chi Liu and Yueh-Min Huang},
  journal = {Smart Learning Environments},
  volume = {4},
  number = {1},
  pages = {1},
  year = {2017},
  publisher = {SpringerOpen},
}

@Misc{descriptive,
  title = {Descriptive analysis in education: A guide for researchers.},
  author = {S. Loeb and S. Dynarski and D. McFarland and P. Morris and S. Reardon and S. Reber},
  year = {2017},
  url = {https://ies.ed.gov/ncee/pubs/20174023/pdf/20174023.pdf) (NCEE 2017–4023},
}

@Article{mandinach2013,
  title = {A systemic view of implementing data literacy in educator preparation},
  author = {Ellen B Mandinach and Edith S Gummer},
  journal = {Educational Researcher},
  volume = {42},
  number = {1},
  pages = {30--37},
  year = {2013},
  publisher = {SAGE Publications Sage CA: Los Angeles, CA},
}

@Book{mctighe2019upgrade,
  title = {Upgrade your teaching: Understanding by design meets neuroscience},
  author = {Jay McTighe and Judy Willis},
  year = {2019},
  publisher = {ASCD},
}

@Book{mctighe2019upgrade:1,
  title = {Upgrade your teaching: Understanding by design meets neuroscience},
  author = {Jay McTighe and Judy Willis},
  year = {2019},
  publisher = {ASCD},
}

@Book{mctighe2019upgrade:2,
  title = {Upgrade your teaching: Understanding by design meets neuroscience},
  author = {Jay McTighe and Judy Willis},
  year = {2019},
  publisher = {ASCD},
}

@Article{mohammad2013,
  title = {Crowdsourcing a word--emotion association lexicon},
  author = {Saif M Mohammad and Peter D Turney},
  journal = {Computational Intelligence},
  volume = {29},
  number = {3},
  pages = {436--465},
  year = {2013},
  publisher = {Wiley Online Library},
}

@Book{moore2017guide,
  title = {The guide for white women who teach black boys},
  author = {Eddie {Moore Jr} and Ali Michael and Marguerite W Penick-Parks},
  year = {2017},
  publisher = {Corwin Press},
}

@Book{moore2017guide:1,
  title = {The guide for white women who teach black boys},
  author = {Eddie {Moore Jr} and Ali Michael and Marguerite W Penick-Parks},
  year = {2017},
  publisher = {Corwin Press},
}

@Book{moore2017guide:2,
  title = {The guide for white women who teach black boys},
  author = {Eddie {Moore Jr} and Ali Michael and Marguerite W Penick-Parks},
  year = {2017},
  publisher = {Corwin Press},
}

@Misc{nytimes2011,
  title = {The Adventures of Spielberg: An Interview},
  url = {https://carpetbagger.blogs.nytimes.com/2011/12/20/the-adventures-of-spielberg-an-interview/},
  year = {2011},
  author = {Mekado Murphy},
}

@Book{nrc2018,
  title = {How people learn II: Learners, contexts, and cultures},
  author = {Engineering {National Academies of Sciences} and {Medicine} and {others}},
  year = {2018},
  publisher = {National Academies Press},
}

@Misc{avgfrpl,
  title = {Public Elementary/Secondary School Universe Survey},
  author = {{National Center for Education Statistics}},
  year = {2018},
  url = {https://nces.ed.gov/programs/digest/d17/tables/dt17_204.10.asp?current=yes},
}

@Misc{disaggregate,
  title = {Forum Guide to Collecting and Using Disaggregated Data on Racial/Ethnic
Subgroups.},
  author = {{National Forum on Education Statistics}},
  year = {2016},
  url = {https://nces.ed.gov/pubs2017/NFES2017017.pdf},
}

@Book{learningstatswithr,
  title = {Learning Statistics With R},
  year = {2020},
  author = {Danielle Navarro},
  url = {https://learningstatisticswithr.com/},
}

@PhdThesis{newton1991,
  title = {The rocky road from actions to intentions},
  author = {Elizabeth Louise Newton},
  year = {1991},
  school = {Stanford University},
}

@Book{oneill2016,
  title = {Weapons of math destruction: How big data increases inequality and threatens democracy},
  author = {Cathy O'Neil},
  year = {2016},
  publisher = {Broadway Books},
}

@Misc{usdoe2019,
  author = {United States Department {of Education}},
  url = {https://www2.ed.gov/programs/osepidea/618-data/state-level-data-files/index.html#bccee},
  year = {2020},
}

@Book{bookparis2017culturally,
  title = {Culturally sustaining pedagogies: Teaching and learning for justice in a changing world},
  author = {Django Paris and H Samy Alim},
  year = {2017},
  publisher = {Teachers College Press},
}

@Book{paris2017culturally:1,
  title = {Culturally sustaining pedagogies: Teaching and learning for justice in a changing world},
  author = {Django Paris and H Samy Alim},
  year = {2017},
  publisher = {Teachers College Press},
}

@Book{paris2017culturally,
  title = {Culturally sustaining pedagogies: Teaching and learning for justice in a changing world},
  author = {Django Paris and H Samy Alim},
  year = {2017},
  publisher = {Teachers College Press},
}

@Article{peng2015,
  title = {The Art of Data Science},
  author = {Roger D Peng and Elizabeth Matsui},
  journal = {A Guide for Anyone Who Works with Data. Skybrude Consulting, LLC},
  year = {2015},
}

@Manual{liwc-2015,
  title = {the development and psychometric properties of LIWC2015},
  author = {J W Pennebaker and R L Boyd and K Jordan and K Blackburn},
  year = {2015},
  url = {https://repositories.lib.utexas.edu/handle/2152/31333},
}

@Book{powers2018cultivating,
  title = {Cultivating a data culture in higher education},
  author = {Kristina Powers and Angela E Henderson},
  year = {2018},
  publisher = {Routledge},
}

@Manual{rcoreteam,
  title = {R: A Language and Environment for Statistical Computing},
  author = {{R Core Team}},
  organization = {R Foundation for Statistical Computing},
  address = {Vienna, Austria},
  year = {2019},
  url = {https://www.R-project.org/},
}

@Manual{rcoreteam:1,
  title = {R: A Language and Environment for Statistical Computing},
  author = {{R Core Team}},
  organization = {R Foundation for Statistical Computing},
  address = {Vienna, Austria},
  year = {2019},
  url = {https://www.R-project.org/},
}

@Manual{rcoreteam:2,
  title = {R: A Language and Environment for Statistical Computing},
  author = {{R Core Team}},
  organization = {R Foundation for Statistical Computing},
  address = {Vienna, Austria},
  year = {2019},
  url = {https://www.R-project.org/},
}

@Manual{rcoreteam:3,
  title = {R: A Language and Environment for Statistical Computing},
  author = {{R Core Team}},
  organization = {R Foundation for Statistical Computing},
  address = {Vienna, Austria},
  year = {2019},
  url = {https://www.R-project.org/},
}

@Misc{robinson18,
  title = {Advice to aspiring data scientists: start a blog},
  author = {David Robinson},
  year = {2018},
  title = {Advice to aspiring data scientists: start a blog},
}

@Article{rosenberg2016,
  title = {An investigation of state educational Twitter hashtags (SETHs) as affinity spaces},
  author = {Joshua M Rosenberg and Spencer P Greenhalgh and Matthew J Koehler and Erica R Hamilton and Mete Akcaoglu},
  journal = {E-learning and Digital Media},
  volume = {13},
  number = {1-2},
  pages = {24--44},
  year = {2016},
  publisher = {SAGE Publications Sage UK: London, England},
}

@InProceedings{rosenberg2020mdsc,
  title = {Making data science count in and for education},
  author = {Joshua M. Rosenberg and Michael Lawson and Daniel Anderson and Teya Rutherford and Ryan Seth Jones},
  booktitle = {Research Methods in Learning Design & Technology.},
  pages = {1--13},
  year = {2020},
  organization = {Springer},
}

@Manual{rstudio,
  title = {RStudio: Integrated Development Environment for R},
  author = {{RStudio Team}},
  organization = {RStudio, Inc.},
  address = {Boston, MA},
  year = {2015},
  url = {http://www.rstudio.com/},
}

@Manual{rstudio:1,
  title = {RStudio: Integrated Development Environment for R},
  author = {{RStudio Team}},
  organization = {RStudio, Inc.},
  address = {Boston, MA},
  year = {2015},
  url = {http://www.rstudio.com/},
}

@Manual{rstudio:2,
  title = {RStudio: Integrated Development Environment for R},
  author = {{RStudio Team}},
  organization = {RStudio, Inc.},
  address = {Boston, MA},
  year = {2015},
  url = {http://www.rstudio.com/},
}

@Manual{rstudio:3,
  title = {RStudio: Integrated Development Environment for R},
  author = {{RStudio Team}},
  organization = {RStudio, Inc.},
  address = {Boston, MA},
  year = {2015},
  url = {http://www.rstudio.com/},
}

@Misc{sepulveda,
  title = {tabulapdf: Extract Tables from PDF Documents},
  author = {Mauricio Vargas Sepulveda},
  year = {2024},
  url = {https://github.com/ropensci/tabulapdf},
}

@InProceedings{siemens2012,
  title = {Learning analytics and educational data mining: towards communication and collaboration},
  author = {George Siemens and Ryan SJ {d Baker}},
  booktitle = {Proceedings of the 2nd international conference on learning analytics and knowledge},
  pages = {252--254},
  year = {2012},
  organization = {ACM},
}

@Book{silge2017text,
  title = {Text mining with R: A tidy approach},
  author = {Julia Silge and David Robinson},
  year = {2017},
  publisher = {{"} O'Reilly Media, Inc.{"}},
}

@Misc{frpl,
  title = {Free or reduced price lunch: A proxy for poverty?},
  author = {Tom Snyder and Lauren Musu-Gillette},
  year = {2015},
  url = {https://nces.ed.gov/blogs/nces/post/free-or-reduced-price-lunch-a-proxy-for-poverty},
}

@Article{spillane2012,
  title = {Instructional advice and information providing and receiving behavior in elementary schools: Exploring tie formation as a building block in social capital development},
  author = {James P Spillane and Chong Min Kim and Kenneth A Frank},
  journal = {American Educational Research Journal},
  volume = {49},
  number = {6},
  pages = {1112--1145},
  year = {2012},
  publisher = {SAGE Publications Sage CA: Los Angeles, CA},
}

@Book{steinfeld2012,
  title = {Universal design: Creating inclusive environments},
  author = {Edward Steinfeld and Jordana Maisel},
  year = {2012},
  publisher = {John Wiley \& Sons},
}

@Misc{subgroup,
  title = {Student Subgroup},
  author = {{The Glossary of Education Reform}},
  year = {2015},
  url = {https://www.edglossary.org/student-subgroup},
}

@Article{trust2016,
  title = {“Together we are better”: Professional learning networks for teachers},
  author = {Torrey Trust and Daniel G Krutka and Jeffrey Paul Carpenter},
  journal = {Computers \& education},
  volume = {102},
  pages = {15--34},
  year = {2016},
  publisher = {Elsevier},
}

@Misc{ncesfrpl:1,
  title = {Concentration of Public School Students Eligible for Free or Reduced-Price Lunch.},
  author = {National Center for Education Statistics {U.S. Department of Education}},
  journal = {The Condition of Education 2019},
  year = {2019},
  url = {https://nces.ed.gov/fastfacts/display.asp?id=898},
}

@Book{victore2019,
  title = {Feck Perfuction: Dangerous Ideas on the Business of Life},
  author = {James Victore},
  year = {2019},
  publisher = {Chronicle books},
}

@Book{west2014linear,
  title = {Linear mixed models: a practical guide using statistical software},
  author = {Brady T West and Kathleen B Welch and Andrzej T Galecki},
  year = {2014},
  publisher = {CRC Press},
}

@Book{west2014linear:1,
  title = {Linear mixed models: a practical guide using statistical software},
  author = {Brady T West and Kathleen B Welch and Andrzej T Galecki},
  year = {2014},
  publisher = {CRC Press},
}

@Book{wickham2019advr,
  title = {Advanced R},
  author = {Hadley Wickham},
  edition = {2nd},
  year = {2019},
  url = {https://adv-r.hadley.nz/},
}

@Book{rpackages,
  title = {R Packages},
  author = {Hadley Wickham and Jennifer Bryan},
  edition = {2nd},
  year = {2023},
  publisher = {O'Reilly Media},
  url = {https://r-pkgs.org/},
}

@Article{wickham2014,
  title = {Tidy data},
  journal = {Journal of Statistical Software},
  author = {Hadley Wickham},
  year = {2014},
  volume = {59},
  issue = {10},
  url = {https://www.jstatsoft.org/article/view/v059i10/v59i10.pdf](https://www.jstatsoft.org/article/view/v059i10/v59i10.pdf},
}

@Article{wickham2019,
  title = {Welcome to the Tidyverse},
  author = {Hadley Wickham and Mara Averick and Jennifer Bryan and Winston Chang and Lucy McGowan and Romain Fran{\c c}ois and Garrett Grolemund and Alex Hayes and Lionel Henry and Jim Hester and {others}},
  journal = {Journal of Open Source Software},
  volume = {4},
  number = {43},
  pages = {1686},
  year = {2019},
}

@Book{grolemund2018,
  title = {R for data science},
  author = {Hadley Wickham and Garrett Grolemund},
  year = {2018},
  publisher = {O'Reilly},
}

@Article{wigfield2000,
  title = {Expectancy–Value Theory of Achievement Motivation},
  journal = {Contemporary Educational Psychology},
  volume = {25},
  number = {1},
  pages = {68 - 81},
  year = {2000},
  issn = {0361-476X},
  doi = {https://doi.org/10.1006/ceps.1999.1015},
  url = {http://www.sciencedirect.com/science/article/pii/S0361476X99910159},
  author = {Allan Wigfield and Jacquelynne S. Eccles},
}

@Book{wiggins2005understanding,
  title = {Understanding by design},
  author = {Grant Wiggins and Grant P Wiggins and Jay McTighe},
  year = {2005},
  publisher = {Ascd},
}

@Book{wiggins2005understanding:1,
  title = {Understanding by design},
  author = {Grant Wiggins and Grant P Wiggins and Jay McTighe},
  year = {2005},
  publisher = {Ascd},
}

@Book{wiggins2005understanding:2,
  title = {Understanding by design},
  author = {Grant Wiggins and Grant P Wiggins and Jay McTighe},
  year = {2005},
  publisher = {Ascd},
}

@Misc{wikipedia2020reproducible,
  title = {Reproducible research},
  url = {https://en.wikipedia.org/wiki/Reproducibility#Reproducible_research},
  author = {{Wikipedia}},
  year = {2020},
}

@Article{williamson2017owns,
  title = {Who owns educational theory? Big data, algorithms and the expert power of education data science},
  author = {Ben Williamson},
  journal = {E-Learning and Digital Media},
  volume = {14},
  number = {3},
  pages = {105--122},
  year = {2017},
  publisher = {SAGE Publications Sage UK: London, England},
}

@Book{wilson2009,
  title = {Teaching Tech Together},
  author = {Greg Wilson},
  year = {2009},
  url = {https://teachtogether.tech/},
}

@Misc{woo18,
  title = {Anyone Can Play Git/R: Tips for First-Time Contributions to R Packages},
  author = {Kara Woo},
  year = {2018},
  url = {https://speakerdeck.com/karawoo/r-tips-for-first-time-contributions-to-r-packages},
}

@Book{xie2019bookdown,
  title = {bookdown: Authoring Books and Technical Documents with R Markdown},
  author = {Yihui Xie},
  year = {2019},
  url = {https://bookdown.org/yihui/bookdown/},
  publisher = {CRC Press},
}

@Book{xie2015,
  title = {Dynamic Documents with {R} and knitr},
  author = {Yihui Xie},
  publisher = {Chapman and Hall/CRC},
  address = {Boca Raton, Florida},
  year = {2015},
  edition = {2nd},
  note = {ISBN 978-1498716963},
  url = {http://yihui.name/knitr/},
}

@Book{xie2019blogdown,
  title = {blogdown: Creating Websites with R Markdown},
  author = {Yihui Xie and Amber Thomas and Alison Presmanes Hill},
  year = {2019},
  url = {https://bookdown.org/yihui/blogdown/},
  publisher = {CRC Press},
}
@inproceedings{rosenberg2021data,
  title={Who are the data scientists in education? an investigation of the identities and work of individuals in diverse roles},
  author={Rosenberg, Joshua M and Galas, Evelina and Willet, K},
  booktitle={Proceedings of the 15th International Conference of the Learning Sciences-ICLS 2021.},
  year={2021},
  organization={International Society of the Learning Sciences}
}
@misc{quarto-cli,
  author = {Allaire, J.J. and Teague, Charles and Scheidegger, Carlos and Xie, Yihui and   Dervieux, Christophe},
  doi = {10.5281/zenodo.5960048},
  month = feb,
  title = {{Quarto}},
  howpublished = {\url{https://github.com/quarto-dev/quarto-cli}},
  version = {1.4},
  note = {Type: Software},
  year = {2024}
}
@article{rosenberg2019tidylpa,
  title={tidyLPA: An R package to easily carry out latent profile analysis (LPA) using open-source or commercial software},
  author={Rosenberg, Joshua M and Beymer, Patrick N and Anderson, Daniel J and Van Lissa, CJ and Schmidt, Jennifer A},
  journal={Journal of Open Source Software},
  volume={3},
  number={30},
  pages={978},
  year={2019}
}
@misc{roomba-pkg,
  author = {Dobbyn, Amanda and Stawitz, Christine and Velásquez, Isabella and Hester, Jim and DeCicco, Laura},
  title = {{roomba}},
  howpublished = {\url{https://github.com/cstawitz/roomba}},
  note = {Type: Package},
}

@book{boehmke2019hands,
  title={Hands-on machine learning with R},
  author={Boehmke, Brad and Greenwell, Brandon M},
  year={2019},
  publisher={Chapman and Hall/CRC}
}

@article{kuzilek2017,
  title={Open university learning analytics dataset},
  author={Kuzilek, Jakub and Hlosta, Martin and Zdrahal, Zdenek},
  journal={Scientific Data},
  volume={4},
  number={1},
  pages={1--8},
  year={2017},
  url={https://www.nature.com/articles/sdata2017171}
}